Fairness

SocialGaze: Improving the Integration of Human Social Norms in Large Language Models EMNLP 2024 Sociocultural knowledge is needed for selection of shots in hate speech detection tasks EACL 2024 STAR: SocioTechnical Approach to Red Teaming Language Models EMNLP 2024 Strategic Demonstration Selection for Improved Fairness in LLM In-Context Learning EMNLP 2024 Studying and Mitigating Biases in Sign Language Understanding Models EMNLP 2024 Subtle Biases Need Subtler Measures: Dual Metrics for Evaluating Representative and Affinity Bias in Large Language Models ACL 2024 Surgical Feature-Space Decomposition of LLMs: Why, When and How? ACL 2024 Susu Box or Piggy Bank: Assessing Cultural Commonsense Knowledge between Ghana and the US EMNLP 2024 Systematic Biases in LLM Simulations of Debates EMNLP 2024 The Balancing Act: Unmasking and Alleviating ASR Biases in Portuguese EACL 2024 The Earth is Flat because...: Investigating LLMs’ Belief towards Misinformation via Persuasive Conversation ACL 2024 The Factuality Tax of Diversity-Intervened Text-to-Image Generation: Benchmark and Fact-Augmented Intervention EMNLP 2024 The Fairness Fair: Bringing Human Perception into Collective Decision-Making AAAI 2024 The Generation Gap: Exploring Age Bias in the Value Systems of Large Language Models EMNLP 2024 The Risks of Recourse in Binary Classification AISTATS 2024 “They are uncultured”: Unveiling Covert Harms and Social Threats in LLM Generated Conversations EMNLP 2024 “Thinking” Fair and Slow: On the Efficacy of Structured Prompts for Debiasing Language Models EMNLP 2024 Time Fairness in Online Knapsack Problems ICLR 2024 Towards Algorithmic Fidelity: Mental Health Representation across Demographics in Synthetic vs. Human-generated Data COLING 2024 Towards Implicit Bias Detection and Mitigation in Multi-Agent LLM Interactions EMNLP 2024 Towards Measuring and Modeling “Culture” in LLMs: A Survey EMNLP 2024 Towards Practical Non-Adversarial Distribution Matching AISTATS 2024 Towards Understanding Task-agnostic Debiasing Through the Lenses of Intrinsic Bias and Forgetfulness ACL 2024 Twists, Humps, and Pebbles: Multilingual Speech Recognition Models Exhibit Gender Performance Gaps EMNLP 2024 Unintended Impacts of LLM Alignment on Global Representation ACL 2024